The agent compares each active deal against the historical patterns of similar won and lost deals: same deal size, same vertical, same competitive context, same deal stage. When the current deal shares characteristics with a cohort of lost deals — single-threaded contact, no economic buyer introduction, champion quiet for 10+ days — the agent surfaces the pattern with the historical loss rate for deals with those same attributes. The rep isn't told what to do; they're shown what typically happens to deals that look like theirs right now.

The difference between a 25% win rate rep and a 55% win rate rep often isn't skill — it's a set of specific behaviors at specific deal stages. The agent analyzes the activity patterns of top-performing reps in historical deals at the same stage, with the same deal profile, and surfaces the 2–3 actions they consistently take that lower performers don't: sending the security questionnaire before the champion raises it, introducing the economic buyer conversation in Stage 3 rather than waiting for Stage 4, sharing a case study from the matching vertical before the final presentation. These actions become coaching recommendations.

Objections that appear in call transcripts, email threads, or CRM notes that haven't been addressed are active liabilities in the deal. The agent scans deal activity for objection language — competitor mentions, price concerns, implementation timeline questions, integration complexity flags — and surfaces them with recommended responses calibrated to this specific deal context. If Marcus T. (IT Director) raised an integration timeline concern in call 2 and the rep hasn't followed up with integration documentation, the agent flags it and suggests the next action.

Coaching that sits in a separate tool doesn't get used. The agent surfaces deal coaching in the CRM deal view — the place the rep is already working — as a coaching card that's updated as the deal evolves. Before a key call (detected from the calendar), the coaching card is summarized into the meeting brief with the most relevant points for the upcoming conversation. After a call, the agent analyzes any transcript or CRM notes added and updates the coaching recommendations based on what was discussed. Coaching is contextual, continuous, and in the workflow.